onnxruntime/tools/ci_build/github/azure-pipelines/linux-gpu-ci-pipeline.yml
Yi Zhang 54871a2773
Replace T4 to A10 in Linux GPU workflow (#19205)
### Description
1. Update Linux GPU  machine from T4 to A10, sm=8.6
2. update the tolerance 

### Motivation and Context
1. Free more T4 and test with higher compute capability.
2. ORT enables TF32 in GEMM for A10/100. TF32 will cause precsion loss
and fail this test
```
2024-01-19T13:27:18.8302842Z [ RUN      ] ModelTests/ModelTest.Run/cuda__models_zoo_opset12_SSD_ssd12
2024-01-19T13:27:25.8438153Z /onnxruntime_src/onnxruntime/test/providers/cpu/model_tests.cc:347: Failure
2024-01-19T13:27:25.8438641Z Expected equality of these values:
2024-01-19T13:27:25.8438841Z   COMPARE_RESULT::SUCCESS
2024-01-19T13:27:25.8439276Z     Which is: 4-byte object <00-00 00-00>
2024-01-19T13:27:25.8439464Z   ret.first
2024-01-19T13:27:25.8445514Z     Which is: 4-byte object <01-00 00-00>
2024-01-19T13:27:25.8445962Z expected 0.145984 (3e157cc1), got 0.975133 (3f79a24b), diff: 0.829149, tol=0.0114598 idx=375. 20 of 388 differ
2024-01-19T13:27:25.8446198Z 
2024-01-19T13:27:25.8555736Z [  FAILED  ] ModelTests/ModelTest.Run/cuda__models_zoo_opset12_SSD_ssd12, where GetParam() = "cuda_../models/zoo/opset12/SSD/ssd-12.onnx" (7025 ms)
2024-01-19T13:27:25.8556077Z [ RUN      ] ModelTests/ModelTest.Run/cuda__models_zoo_opset12_YOLOv312_yolov312
2024-01-19T13:27:29.3174318Z /onnxruntime_src/onnxruntime/test/providers/cpu/model_tests.cc:347: Failure
2024-01-19T13:27:29.3175144Z Expected equality of these values:
2024-01-19T13:27:29.3175389Z   COMPARE_RESULT::SUCCESS
2024-01-19T13:27:29.3175812Z     Which is: 4-byte object <00-00 00-00>
2024-01-19T13:27:29.3176080Z   ret.first
2024-01-19T13:27:29.3176322Z     Which is: 4-byte object <01-00 00-00>
2024-01-19T13:27:29.3178431Z expected 4.34958 (408b2fb8), got 4.51324 (40906c80), diff: 0.16367, tol=0.0534958 idx=9929. 22 of 42588 differ

```
3. some other test like SSD throw other exception, so skip them
'''
2024-01-22T09:07:40.8446910Z [ RUN ]
ModelTests/ModelTest.Run/cuda__models_zoo_opset12_SSD_ssd12
2024-01-22T09:07:51.5587571Z
/onnxruntime_src/onnxruntime/test/providers/cpu/model_tests.cc:358:
Failure
2024-01-22T09:07:51.5588512Z Expected equality of these values:
2024-01-22T09:07:51.5588870Z   COMPARE_RESULT::SUCCESS
2024-01-22T09:07:51.5589467Z     Which is: 4-byte object <00-00 00-00>
2024-01-22T09:07:51.5589953Z   ret.first
2024-01-22T09:07:51.5590462Z     Which is: 4-byte object <01-00 00-00>
2024-01-22T09:07:51.5590841Z expected 1, got 63
'''
2024-01-23 10:49:24 -08:00

222 lines
7.5 KiB
YAML

##### start trigger Don't edit it manually, Please do edit set-trigger-rules.py ####
trigger:
branches:
include:
- main
- rel-*
paths:
exclude:
- docs/**
- README.md
- CONTRIBUTING.md
- BUILD.md
- 'js/web'
- 'onnxruntime/core/providers/js'
pr:
branches:
include:
- main
- rel-*
paths:
exclude:
- docs/**
- README.md
- CONTRIBUTING.md
- BUILD.md
- 'js/web'
- 'onnxruntime/core/providers/js'
#### end trigger ####
parameters:
- name: CudaVersion
displayName: CUDA version
type: string
default: '11.8'
values:
- 11.8
- 12.2
resources:
repositories:
- repository: manylinux
type: Github
endpoint: Microsoft
name: pypa/manylinux
ref: 5eda9aded5462201e6310105728d33016e637ea7
variables:
- name: docker_base_image
${{ if eq(parameters.CudaVersion, '11.8') }}:
value: nvidia/cuda:11.8.0-cudnn8-devel-ubi8
${{ if eq(parameters.CudaVersion, '12.2') }}:
value: nvidia/cuda:12.2.2-cudnn8-devel-ubi8
- name: linux_trt_version
${{ if eq(parameters.CudaVersion, '11.8') }}:
value: 8.6.1.6-1.cuda11.8
${{ if eq(parameters.CudaVersion, '12.2') }}:
value: 8.6.1.6-1.cuda12.0
- name: Repository
${{ if eq(parameters.CudaVersion, '11.8') }}:
value: 'onnxruntimecuda11build'
${{ if eq(parameters.CudaVersion, '12.2') }}:
value: 'onnxruntimecuda12build'
jobs:
- job: Linux_Build
timeoutInMinutes: 120
variables:
skipComponentGovernanceDetection: true
CCACHE_DIR: $(Pipeline.Workspace)/ccache
workspace:
clean: all
pool: onnxruntime-Ubuntu2204-AMD-CPU
steps:
- task: mspremier.PostBuildCleanup.PostBuildCleanup-task.PostBuildCleanup@3
displayName: 'Clean Agent Directories'
condition: always()
- checkout: self
clean: true
submodules: none
- template: templates/get-docker-image-steps.yml
parameters:
Dockerfile: tools/ci_build/github/linux/docker/Dockerfile.manylinux2_28_cuda
Context: tools/ci_build/github/linux/docker
DockerBuildArgs: "
--network=host
--build-arg BASEIMAGE=$(docker_base_image)
--build-arg TRT_VERSION=$(linux_trt_version)
--build-arg BUILD_UID=$( id -u )
"
Repository: $(Repository)
- task: Cache@2
inputs:
key: '"ccache" | "${{parameters.CudaVersion}}" |"$(Build.SourceBranch)" | "$(Build.SourceVersion)"'
path: $(CCACHE_DIR)
restoreKeys: |
"ccache" | "${{parameters.CudaVersion}}" | "$(Build.SourceBranch)"
"ccache"
cacheHitVar: CACHE_RESTORED
displayName: Cach Task
- script: |
sudo mkdir -p $(Pipeline.Workspace)/ccache
condition: ne(variables.CACHE_RESTORED, 'true')
displayName: Create Cache Dir
- script: |
set -e -x
mkdir -p $HOME/.onnx
docker run -e CFLAGS="-Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fstack-protector-strong -fstack-clash-protection -fcf-protection -O3 -Wl,--strip-all" -e CXXFLAGS="-Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fstack-protector-strong -fstack-clash-protection -fcf-protection -O3 -Wl,--strip-all" --rm \
--volume /data/onnx:/data/onnx:ro \
--volume $(Build.SourcesDirectory):/onnxruntime_src \
--volume $(Build.BinariesDirectory):/build \
--volume /data/models:/build/models:ro \
--volume $HOME/.onnx:/home/onnxruntimedev/.onnx \
--volume $(Pipeline.Workspace)/ccache:/cache \
-e ALLOW_RELEASED_ONNX_OPSET_ONLY=0 \
-e NIGHTLY_BUILD \
-e BUILD_BUILDNUMBER \
-e CCACHE_DIR=/cache \
$(Repository) \
/bin/bash -c "
set -ex; \
env; \
ccache -s; \
/opt/python/cp38-cp38/bin/python3 /onnxruntime_src/tools/ci_build/build.py \
--build_dir /build --cmake_generator Ninja \
--config Release --update --build \
--skip_submodule_sync \
--build_shared_lib \
--parallel \
--build_wheel \
--enable_onnx_tests --use_cuda --cuda_version=${{parameters.CudaVersion}} --cuda_home=/usr/local/cuda-${{parameters.CudaVersion}} --cudnn_home=/usr/local/cuda-${{parameters.CudaVersion}} \
--enable_cuda_profiling --enable_cuda_nhwc_ops \
--enable_pybind --build_java \
--use_cache \
--cmake_extra_defines CMAKE_CUDA_ARCHITECTURES=86; \
ccache -sv; \
ccache -z"
workingDirectory: $(Build.SourcesDirectory)
displayName: Build Onnxruntime
- task: CmdLine@2
inputs:
script: |
rm -rf $(Build.BinariesDirectory)/Release/onnxruntime $(Build.BinariesDirectory)/Release/pybind11
rm -f $(Build.BinariesDirectory)/Release/models
find $(Build.BinariesDirectory)/Release/_deps -mindepth 1 ! -regex '^$(Build.BinariesDirectory)/Release/_deps/onnx-src\(/.*\)?' -delete
cd $(Build.BinariesDirectory)/Release
find -executable -type f > $(Build.BinariesDirectory)/Release/perms.txt
- task: PublishPipelineArtifact@0
displayName: 'Publish Pipeline Artifact'
inputs:
artifactName: 'drop-linux'
targetPath: '$(Build.BinariesDirectory)/Release'
- template: templates/explicitly-defined-final-tasks.yml
- job: Linux_Test
timeoutInMinutes: 180
variables:
skipComponentGovernanceDetection: true
workspace:
clean: all
pool: onnxruntime-Linux-GPU-A10
dependsOn:
- Linux_Build
steps:
- task: DownloadPipelineArtifact@2
displayName: 'Download Pipeline Artifact'
inputs:
buildType: 'current'
artifactName: 'drop-linux'
targetPath: '$(Build.BinariesDirectory)/Release'
- checkout: self
clean: true
submodules: none
- template: templates/get-docker-image-steps.yml
parameters:
Dockerfile: tools/ci_build/github/linux/docker/Dockerfile.manylinux2_28_cuda
Context: tools/ci_build/github/linux/docker
DockerBuildArgs: "
--network=host
--build-arg BASEIMAGE=$(docker_base_image)
--build-arg TRT_VERSION=$(linux_trt_version)
--build-arg BUILD_UID=$( id -u )
"
Repository: $(Repository)
- task: CmdLine@2
inputs:
script: |
set -e -x
mkdir -p $HOME/.onnx
docker run --gpus all --rm \
--volume $(Build.SourcesDirectory):/onnxruntime_src \
--volume $(Build.BinariesDirectory)/Release:/build/Release \
--volume /data/models:/build/models:ro \
--volume $HOME/.onnx:/home/onnxruntimedev/.onnx \
--volume /data/onnx:/data/onnx \
$(Repository) \
/bin/bash -c "
set -ex; \
cp /onnxruntime_src/tools/ci_build/github/linux/docker/scripts/manylinux/requirements.txt /tmp/requirements.txt; \
ln -s /opt/python/cp38-cp38/bin/python3 /tmp/python3; \
/tmp/python3 -m pip install -r /tmp/requirements.txt; \
/tmp/python3 -m pip install /build/Release/dist/*.whl; \
cd /build/Release && xargs -a /build/Release/perms.txt chmod a+x; \
cd /onnxruntime_src/java && /onnxruntime_src/java/gradlew cmakeCheck -DcmakeBuildDir=/build/Release -DUSE_CUDA=1; \
cd /tmp; \
/tmp/python3 /onnxruntime_src/tools/ci_build/build.py \
--build_dir /build --config Release --test --skip_submodule_sync --build_shared_lib --parallel --build_wheel --enable_onnx_tests \
--use_cuda --cuda_version=${{parameters.CudaVersion}} --cuda_home=/usr/local/cuda --cudnn_home=/usr/local/cuda \
--enable_pybind --build_java --ctest_path '' "
- template: templates/clean-agent-build-directory-step.yml